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[UdemyCourseDownloader] Python for Data Science and Machine Learning Bootcamp

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3.6 GB

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Category

Other

Added

11/23/18 at 6:54pm GMT+1

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Verified by VeriPLUS

Infohash

0f7f71a81e3e42677fb139d15f5213612c5e87bf

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Description

Description

Are you ready to start your path to becoming a Data Scientist!

This comprehensive course will be your guide to learning how to use the power of Python to analyze data, create beautiful visualizations, and use powerful machine learning algorithms!

Data Scientist has been ranked the number one job on Glassdoor and the average salary of a data scientist is over $120,000 in the United States according to Indeed! Data Science is a rewarding career that allows you to solve some of the world's most interesting problems!

This course is designed for both beginners with some programming experience or experienced developers looking to make the jump to Data Science!

This comprehensive course is comparable to other Data Science bootcamps that usually cost thousands of dollars, but now you can learn all that information at a fraction of the cost! With over 100 HD video lectures and detailed code notebooks for every lecture this is one of the most comprehensive course for data science and machine learning on Udemy!

We'll teach you how to program with Python, how to create amazing data visualizations, and how to use Machine Learning with Python! Here a just a few of the topics we will be learning:

Programming with Python

NumPy with Python

Using pandas Data Frames to solve complex tasks

Use pandas to handle Excel Files

Web scraping with python

Connect Python to SQL

Use matplotlib and seaborn for data visualizations

Use plotly for interactive visualizations

Machine Learning with SciKit Learn, including:

Linear Regression

K Nearest Neighbors

K Means Clustering

Decision Trees

Random Forests

Natural Language Processing

Neural Nets and Deep Learning

Support Vector Machines

and much, much more!

Enroll in the course and become a data scientist today!

Who is the target audience?

This course is meant for people with at least some programming experience

File list

[UdemyCourseDownloader] Python for Data Science and Machine Learning Bootcamp
1. Course Introduction/1. Introduction to the Course.mp4 29 MB
1. Course Introduction/1. Introduction to the Course.vtt 5.3 KB
1. Course Introduction/2. Course Help and Welcome.mp4 8.2 MB
1. Course Introduction/2. Course Help and Welcome.vtt 1 KB
1. Course Introduction/3. Course FAQs.html 5.3 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/00-Welcome to the Course.ipynb 1015 B
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/01-Python-Crash-Course/01-Python Crash Course.ipynb 32.4 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/01-Python-Crash-Course/02-Python Crash Course Exercises.ipynb 9.2 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/01-Python-Crash-Course/03-Python Crash Course Exercises - Solutions.ipynb 10.1 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/02-Python-for-Data-Analysis-NumPy/01-NumPy Arrays.ipynb 19.5 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/02-Python-for-Data-Analysis-NumPy/02-Numpy Indexing and Selection.ipynb 14.4 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/02-Python-for-Data-Analysis-NumPy/03-Numpy Operations.ipynb 7.3 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/02-Python-for-Data-Analysis-NumPy/04-Numpy Exercises.ipynb 13.7 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/02-Python-for-Data-Analysis-NumPy/05-Numpy Exercises - Solutions.ipynb 14.2 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/03-Python-for-Data-Analysis-Pandas/01-Introduction to Pandas.ipynb 1.3 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/03-Python-for-Data-Analysis-Pandas/02-Series.ipynb 8.6 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/03-Python-for-Data-Analysis-Pandas/03-DataFrames.ipynb 58 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/03-Python-for-Data-Analysis-Pandas/04-Missing Data.ipynb 7.5 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/03-Python-for-Data-Analysis-Pandas/05-Groupby.ipynb 21.5 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/03-Python-for-Data-Analysis-Pandas/06-Merging, Joining, and Concatenating.ipynb 37.5 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/03-Python-for-Data-Analysis-Pandas/07-Operations.ipynb 22.4 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/03-Python-for-Data-Analysis-Pandas/08-Data Input and Output.ipynb 54.5 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/03-Python-for-Data-Analysis-Pandas/example 46 B
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/03-Python-for-Data-Analysis-Pandas/Excel_Sample.xlsx 5.4 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/03-Python-for-Data-Analysis-Pandas/multi_index_example 560 B
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/04-Pandas-Exercises/01-SF Salaries Exercise.ipynb 18.9 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/04-Pandas-Exercises/02-SF Salaries Exercise - Solutions.ipynb 20.2 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/04-Pandas-Exercises/03-Ecommerce Purchases Exercise .ipynb 18.3 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/04-Pandas-Exercises/04-Ecommerce Purchases Exercise - Solutions.ipynb 19.1 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/04-Pandas-Exercises/Ecommerce Purchases 2.6 MB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/04-Pandas-Exercises/Salaries.csv 15.5 MB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/05-Data-Visualization-with-Matplotlib/01-Matplotlib Concepts Lecture.ipynb 282.7 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/05-Data-Visualization-with-Matplotlib/02-Matplotlib Exercises.ipynb 117.1 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/05-Data-Visualization-with-Matplotlib/03-Matplotlib Exercises - Solutions.ipynb 99.8 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/05-Data-Visualization-with-Matplotlib/04-Advanced Matplotlib Concepts.ipynb 835.4 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/06-Data-Visualization-with-Seaborn/01-Distribution Plots.ipynb 316.1 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/06-Data-Visualization-with-Seaborn/02-Categorical Plots.ipynb 351.5 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/06-Data-Visualization-with-Seaborn/03-Matrix Plots.ipynb 106.9 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/06-Data-Visualization-with-Seaborn/04-Grids.ipynb 587.8 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/06-Data-Visualization-with-Seaborn/05-Regression Plots.ipynb 397.6 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/06-Data-Visualization-with-Seaborn/06-Style and Color.ipynb 121.9 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/06-Data-Visualization-with-Seaborn/07-Seaborn Exercises.ipynb 144.7 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/06-Data-Visualization-with-Seaborn/08-Seaborn Exercises - Solutions.ipynb 145.2 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/07-Pandas-Built-in-Data-Viz/01-Pandas Built-in Data Visualization.ipynb 494.6 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/07-Pandas-Built-in-Data-Viz/02-Pandas Data Visualization Exercise.ipynb 208 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/07-Pandas-Built-in-Data-Viz/03-Pandas Data Visualization Exercise - Solutions.ipynb 208.5 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/07-Pandas-Built-in-Data-Viz/df1 87.5 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/07-Pandas-Built-in-Data-Viz/df2 779 B
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/07-Pandas-Built-in-Data-Viz/df3 37.6 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/08-Plotly-and-Cufflinks/01-Plotly and Cufflinks.ipynb 1.8 MB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/09-Geographical-Plotting/01-Choropleth Maps.ipynb 31.2 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/09-Geographical-Plotting/02-Choropleth Maps Exercise.ipynb 12.7 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/09-Geographical-Plotting/03-Choropleth Maps Exercise - Solutions.ipynb 15.4 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/09-Geographical-Plotting/2011_US_AGRI_Exports 9 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/09-Geographical-Plotting/2012_Election_Data 6.1 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/09-Geographical-Plotting/2014_World_GDP 4.3 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/09-Geographical-Plotting/2014_World_Power_Consumption 9.6 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/09-Geographical-Plotting/plotly_cheat_sheet.pdf 2.8 MB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/10-Data-Capstone-Projects/.ipynb_checkpoints/03-Finance Project-checkpoint.ipynb 2.6 MB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/10-Data-Capstone-Projects/.ipynb_checkpoints/04-Finance Project - Solutions-checkpoint.ipynb 2.6 MB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/10-Data-Capstone-Projects/01-911 Calls Data Capstone Project.ipynb 310.8 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/10-Data-Capstone-Projects/02-911 Calls Data Capstone Project - Solutions.ipynb 312.9 KB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/10-Data-Capstone-Projects/03-Finance Project.ipynb 2.6 MB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/10-Data-Capstone-Projects/04-Finance Project - Solutions.ipynb 2.6 MB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/10-Data-Capstone-Projects/911.csv 17.5 MB
1. Course Introduction/Refactored_Py_DS_ML_Bootcamp-master/10-Data-Capstone-Projects/precipitation.html 1.5 MB
2. Environment Set-Up/1. Environment Set-up and Installation.mp4 22.3 MB
2. Environment Set-Up/1. Environment Set-up and Installation.vtt 13.2 KB
26. Neural Nets and Deep Learning/8. Tensorflow Estimators.mp4 156.6 MB
3. Jupyter Overview/1. Updates to Notebook Zip.html 197 B
3. Jupyter Overview/2. Jupyter Notebooks.mp4 32 MB
3. Jupyter Overview/2. Jupyter Notebooks.vtt 20.3 KB
3. Jupyter Overview/3. Optional Virtual Environments.mp4 18.9 MB
3. Jupyter Overview/3. Optional Virtual Environments.vtt 13.8 KB
3. Jupyter Overview/Refactored_Py_DS_ML_Bootcamp-master/00-Welcome to the Course.ipynb 1015 B
3. Jupyter Overview/Refactored_Py_DS_ML_Bootcamp-master/01-Python-Crash-Course/01-Python Crash Course.ipynb 32.4 KB
3. Jupyter Overview/Refactored_Py_DS_ML_Bootcamp-master/01-Python-Crash-Course/02-Python Crash Course Exercises.ipynb 9.2 KB
3. Jupyter Overview/Refactored_Py_DS_ML_Bootcamp-master/01-Python-Crash-Course/03-Python Crash Course Exercises - Solutions.ipynb 10.1 KB
3. Jupyter Overview/Refactored_Py_DS_ML_Bootcamp-master/02-Python-for-Data-Analysis-NumPy/01-NumPy Arrays.ipynb 19.5 KB
3. Jupyter Overview/Refactored_Py_DS_ML_Bootcamp-master/02-Python-for-Data-Analysis-NumPy/02-Numpy Indexing and Selection.ipynb 14.4 KB
3. Jupyter Overview/Refactored_Py_DS_ML_Bootcamp-master/02-Python-for-Data-Analysis-NumPy/03-Numpy Operations.ipynb 7.3 KB
3. Jupyter Overview/Refactored_Py_DS_ML_Bootcamp-master/02-Python-for-Data-Analysis-NumPy/04-Numpy Exercises.ipynb 13.7 KB
3. Jupyter Overview/Refactored_Py_DS_ML_Bootcamp-master/02-Python-for-Data-Analysis-NumPy/05-Numpy Exercises - Solutions.ipynb 14.2 KB
3. Jupyter Overview/Refactored_Py_DS_ML_Bootcamp-master/03-Python-for-Data-Analysis-Pandas/01-Introduction to Pandas.ipynb 1.3 KB
3. Jupyter Overview/Refactored_Py_DS_ML_Bootcamp-master/03-Python-for-Data-Analysis-Pandas/02-Series.ipynb 8.6 KB
3. Jupyter Overview/Refactored_Py_DS_ML_Bootcamp-master/03-Python-for-Data-Analysis-Pandas/03-DataFrames.ipynb 58 KB
3. Jupyter Overview/Refactored_Py_DS_ML_Bootcamp-master/03-Python-for-Data-Analysis-Pandas/04-Missing Data.ipynb 7.5 KB
3. Jupyter Overview/Refactored_Py_DS_ML_Bootcamp-master/03-Python-for-Data-Analysis-Pandas/05-Groupby.ipynb 21.5 KB
3. Jupyter Overview/Refactored_Py_DS_ML_Bootcamp-master/03-Python-for-Data-Analysis-Pandas/06-Merging, Joining, and Concatenating.ipynb 37.5 KB
3. Jupyter Overview/Refactored_Py_DS_ML_Bootcamp-master/03-Python-for-Data-Analysis-Pandas/07-Operations.ipynb 22.4 KB
3. Jupyter Overview/Refactored_Py_DS_ML_Bootcamp-master/03-Python-for-Data-Analysis-Pandas/08-Data Input and Output.ipynb 54.5 KB
3. Jupyter Overview/Refactored_Py_DS_ML_Bootcamp-master/03-Python-for-Data-Analysis-Pandas/example 46 B
3. Jupyter Overview/Refactored_Py_DS_ML_Bootcamp-master/03-Python-for-Data-Analysis-Pandas/Excel_Sample.xlsx 5.4 KB
3. Jupyter Overview/Refactored_Py_DS_ML_Bootcamp-master/03-Python-for-Data-Analysis-Pandas/multi_index_example 560 B
3. Jupyter Overview/Refactored_Py_DS_ML_Bootcamp-master/04-Pandas-Exercises/01-SF Salaries Exercise.ipynb 18.9 KB
3. Jupyter Overview/Refactored_Py_DS_ML_Bootcamp-master/04-Pandas-Exercises/02-SF Salaries Exercise - Solutions.ipynb 20.2 KB
3. Jupyter Overview/Refactored_Py_DS_ML_Bootcamp-master/04-Pandas-Exercises/03-Ecommerce Purchases Exercise .ipynb 18.3 KB
3. Jupyter Overview/Refactored_Py_DS_ML_Bootcamp-master/04-Pandas-Exercises/04-Ecommerce Purchases Exercise - Solutions.ipynb 19.1 KB

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